US12396687B2 - Remote monitoring of analyte measurements - Google Patents
Remote monitoring of analyte measurementsInfo
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- US12396687B2 US12396687B2 US17/652,474 US202217652474A US12396687B2 US 12396687 B2 US12396687 B2 US 12396687B2 US 202217652474 A US202217652474 A US 202217652474A US 12396687 B2 US12396687 B2 US 12396687B2
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/74—Details of notification to user or communication with user or patient; User input means
- A61B5/742—Details of notification to user or communication with user or patient; User input means using visual displays
- A61B5/743—Displaying an image simultaneously with additional graphical information, e.g. symbols, charts, function plots
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- A61B5/0004—Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by the type of physiological signal transmitted
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- A61B5/14532—Measuring characteristics of blood in vivo, e.g. gas concentration or pH-value ; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid or cerebral tissue for measuring glucose, e.g. by tissue impedance measurement
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Definitions
- the present disclosure generally relates to remote monitoring.
- non-invasive, transdermal (e.g., transcutaneous) and/or implantable electrochemical sensors are being developed for continuously detecting and/or quantifying blood glucose values.
- These as well as other types of devices generally transmit raw or minimally processed data for subsequent analysis at a remote device, which can include a display, to allow presentation of information to a user hosting the sensor.
- a method that includes receiving, at a remote monitor, an invitation to access a secure server and data associated with a receiver monitoring an analyte state of a host; and modifying, by the remote monitor, a rule defining an alert representative of an event associated with the analyte state of the host, wherein the alert, when triggered, causes a message to be sent to the remote monitor to notify the remote monitor of the event.
- the above-noted implementations may further comprise resetting the heartbeat counter without storing the latest glucose value locally if the data is determined not to be valid.
- the above noted implementations may also include one or more of the following: wherein the one or more commands include outputting a particular glucose value; wherein the particular glucose value is the current glucose value; wherein the voice input comprises an indication of a past time frame and the particular glucose value is a glucose value corresponding to the past time frame; wherein the outputting comprises audibly providing the particular glucose value using the mobile computing device and displaying the current glucose value on a display of the mobile computing device; wherein outputting further comprises triggering display of a glucose trend graph of the host's measured glucose concentration over time; wherein the one or more commands is calibrating the glucose monitoring system using a calibration value indicated in the voice input confirming the calibration value based on a difference between the calibration value and a current glucose value associated with the host wherein the voice input comprises an instruction to modify alert settings of the continuous glucose monitoring system, and wherein the one or more commands comprise modifying one or more alert settings in accordance with the instructions; wherein modifying the alert settings comprises one or more of modifying and alarm profile, changing an alarm threshold, and turning off
- a method or system for monitoring a host's glucose levels measured using a continuous glucose monitoring system, comprising: enabling a voice feedback setting of the continuous glucose monitoring system using a mobile computing device; receiving continuous glucose sensor data measured by the continuous glucose monitoring system; processing the continuous glucose sensor data; and outputting voice feedback using the mobile computing device in accordance with the voice feedback setting and the processed continuous glucose sensor data.
- enabling the voice feedback setting includes selecting at least one of a plurality of alert parameters; and wherein the plurality of alert parameters comprises a time interval for automatically providing voice feedback, a glucose threshold and a rate of change threshold.
- FIG. 1 depicts a high-level system architecture of a remote monitoring system in accordance with some exemplary implementations
- FIGS. 2 A- 2 C illustrate different system architectures of the remote monitoring system of FIG. 1 in accordance with some exemplary implementations
- FIG. 6 is a block diagram of an implementation of a gateway in accordance with some implementations.
- FIGS. 7 A and 7 B depict an example of a docking station in accordance with some implementations
- FIG. 8 depicts an implementation of a gateway or docking station in accordance with some implementations.
- FIG. 9 illustrates an exemplary display page to facilitate entry of the serial number of a receiver or other unique identifier in accordance with some implementations
- FIG. 10 is a flow chart depicting a process for setting up host monitoring system in accordance with some implementations.
- FIGS. 11 A and 11 B are exemplary views of a status page in accordance with some implementations.
- FIG. 12 depicts an example invitation page presented at a remote monitor in the form of an email message in accordance with some implementations
- FIG. 13 depicts an example alert setting page that may be presented on a display of the host computing device
- FIG. 14 illustrates an overview page of remote monitors displayed by a host monitoring device in accordance with some implementations
- FIG. 15 is an exemplary remote monitor settings display page displayed by a host monitoring device in accordance with some implementations.
- FIG. 16 is a flowchart of an exemplary remote monitor set up process in accordance with some implementations.
- FIG. 17 is an implantation of a settings page that can allow the remote monitor to configure remote monitoring settings of a host in some implementations
- FIGS. 18 A and 18 B are two different implementations of a dashboard page displayed by a remote monitor in accordance with some implementations.
- FIG. 19 is an exemplary page that provides a trend graph of a host's monitored analyte concentration in accordance with some implementations.
- FIG. 20 is a diagram of wireless connection processing in accordance with some implementations.
- FIG. 21 is a diagram of steady state wireless connection processing in accordance with some implementations.
- Implementations described herein can include a system for one or more caretakers (e.g., a parent, spouse or healthcare practitioner) to remotely monitor health characteristics of one or more hosts.
- the health characteristics can include an analyte concentration of a host, such as glucose, or a bodily function, such as heart rate, blood pressure, or temperature, and the like.
- other characteristics of a host can be monitored to facilitate care of a host, such as a geographic location of the host, state of a host (e.g., exercising, sleeping, or working) and the like.
- the health characteristics and other characteristics can be gathered using a host monitoring system that incorporates a computing device, such as a smart phone, and one or more sensors, such a continuous glucose sensor, heart-rate monitor, GPS device, etc. Additionally, a host can manually input information into the computing device, such as meal information, medication administration times and amounts, and the like. The information gathered by the host monitoring system can then be transmitted to one or more remote monitors used by caretakers. The caretaker(s) can then receive information about the host's health condition using a remote monitoring system. In some implementations, a host monitoring system can transmit information directly to the one or more remote monitors and/or the host monitoring system transmits information first to a remote server, which then transmits information to the host monitor.
- a host monitoring system can transmit information directly to the one or more remote monitors and/or the host monitoring system transmits information first to a remote server, which then transmits information to the host monitor.
- a host having diabetes is monitored by several different caretakers.
- the host has a continuous glucose monitoring system, such as the DexCom G4® Platinum continuous glucose monitoring system, commercially available from DexCom, Inc., which provides measurements of the host's glucose levels on a display device, such as the DexCom G4® Platinum Receiver, also commercially available from DexCom, Inc.
- the display device can be in communication with a gateway device, such as via wired communication or wireless communication.
- the gateway device gathers information, including real-time or near-real-time glucose concentration values, from the display device and transmits the information to a secure server.
- the gateway device can include a smartphone, such as an iPhone® 4S or iPhone 5, each commercially available from Apple, Inc., and a host monitoring software application that comprises instructions configured to cause the smartphone to function as the gateway.
- the host monitoring software application can be in the form of a so-called “App” downloaded from the Apple App StoreSM operated by Apple, Inc.
- the gateway can transmit information gathered from the continuous glucose monitoring system wirelessly to the secure server over a cellular network, Wi-Fi network, and the like.
- the remote server can store and monitor the information received from the remote monitoring system.
- the monitoring can include comparing glucose values of the host (generated by the continuous glucose monitoring system and transmitted to the server via the gateway) to predetermined thresholds and initiating an action if a threshold is exceeded.
- the server can compare a current glucose value (e.g., the most recently viewed glucose value) with a predetermined glucose threshold and initiate a notification, such as a text message over a cellular network, to a remote monitoring system if the glucose value exceeds the threshold.
- the server can also provide historical and current glucose values to the remote monitoring system on demand.
- the remote monitor can be used by a caretaker to monitor health characteristics of a host, which in this exemplary environment is a glucose concentration level of the host.
- the remote monitoring system can be a smartphone, such as an iPhone 4S or iPhone 5, and a remote monitoring software application that comprises instructions configured to cause the smartphone to function as the remote monitoring system.
- the remote monitoring software application can be in the form of a so-called “App” downloaded from the Apple App Store operated by Apple, Inc.
- the remote monitoring system can receive notifications from the server when a threshold is exceeded, notifying the caretaker using the remote monitoring system of the condition of the host.
- the remote monitoring system can also be used to view historical information about the monitored glucose levels of the host and modify notification rules, such as the threshold levels that trigger notifications.
- FIG. 1 depicts a high-level system architecture of an implementation of remote monitoring system 100 .
- remote monitoring system 100 includes a plurality of host monitoring systems 198 A- 198 N connected to a plurality of remote monitors 114 A- 114 M via network 118 .
- Each host monitoring system 198 may be one or more health monitoring devices that gather health-related data associated with a host and transmit the health-related data via network 108 .
- Exemplary implementations of health monitoring systems 198 A- 198 N are described in more detail elsewhere in this disclosure, but in some implementations can include one or more sensors and computing devices operably coupled to the sensors to gather, process and transmit the health-related data.
- Network 108 can include any communication medium, such as wired and wireless networks including cellular networks, local area networks, wide area networks, Wi-Fi networks, the internet, and the like.
- Network 108 can also include one or more servers 110 to process the health-related data received from and transmit notifications and data to one or more remote monitors 114 A- 114 M either automatically or in response to a request from the remote monitors.
- Each remote monitor 114 A- 114 M can be associated with an individual or entity that is monitoring the health of one or more of hosts using host monitoring systems 198 A- 198 N.
- Each remote monitor 114 can be associated with a caretaker, such as parent, spouse, doctor, nurse, hospital and the like.
- the remote monitor 114 can include a computing device that receives notifications from network 108 and requests additional information, such as historical health-related data generated by one or more host monitoring systems 198 A- 198 N.
- Remote monitoring system 100 of FIG. 1 can also include workstation 22 .
- Workstation 22 may be a computing device, such as a personal computer, that has access to remote monitoring system 100 for configuring settings of system 100 and/or viewing information associated with one or more host monitoring systems 198 , such as reports generated by remote monitoring system based on a host's health-related data.
- one or more remote monitors 114 A- 11 M can monitor one or more host monitoring systems 198 A- 198 N.
- host monitoring system 198 A can be monitored by remote monitors 114 A and 114 B, and at the same time, remote monitor 114 A can monitor host monitoring system 198 B as well.
- Various permissions and invitations can be used to limit which remote monitors 114 A- 114 M can monitor host monitoring systems 198 A- 118 N, as described in more detail later in this disclosure.
- each host monitoring system 198 A- 198 N comprises a smart device, such as an iPhone mobile phone or iPod Touch® mobile device from Apple, Inc., and, likewise, each remote monitor 114 A- 114 M has a smart device, such as an iPhone or iPod touch.
- Each host smart device has a host software application downloaded from a server of network 108 , the application configuring the smart device to perform any of the functions by host monitoring system 198 described herein, including gathering and transmitting health-related data used in remote monitoring system 100 .
- the host software application can be an application downloaded using the App Store service hosted by Apple, Inc.
- each remote monitor 114 A- 114 M has a remote monitoring application downloaded from a server of network 108 , the remote monitoring application configuring to perform any of the remote monitoring functions described herein, including receiving notifications and requesting health-related data of a host.
- the remote monitoring application can also be a software application downloaded using the App Store service hosted by Apple, Inc.
- FIG. 2 A depicts an example of system 100 for monitoring health-related information of host 199 , in accordance with some example implementations.
- the remote system 100 includes a continuous analyte monitoring system 8 including a sensor electronics module 12 and a continuous analyte sensor 10 .
- the system 100 may also include other devices and/or sensors, such as medicament delivery pump 2 (e.g., an insulin or glucagon pump), a glucose meter 4 (e.g., a blood finger stick meter), and any other device and/or sensor.
- medicament delivery pump 2 e.g., an insulin or glucagon pump
- a glucose meter 4 e.g., a blood finger stick meter
- the continuous analyte sensor 10 may be physically connected to sensor electronics module 12 and may be integral with (e.g., non-releasably attached to) or releasably attachable to the continuous analyte sensor 10 .
- the sensor electronics module 12 , medicament delivery pump 2 , a glucose meter 4 , and/or other devices/sensors may couple via a wired or wireless links to one or more devices, such as a receiver 102 .
- the receiver 102 may include a display 122 to enable the host 199 to present information from and/or control continuous analyte sensor 10 , delivery pump 2 , glucose meter 4 , and/or other devices/sensors.
- system 100 illustrated in FIG. 2 A provides via a gateway 104 , networks 108 A-C, a secure server 110 , and a notification service 112 , notification messages to one or more remote monitors 114 A- 114 M, such as remote monitor 114 A.
- Each remote monitor 114 may be configured at system 100 to provide a separate mechanism for monitoring the activity associated with host 199 including receiver 102 , continuous analyte sensor 10 , delivery pump 2 , glucose meter 4 , and/or any other sensor associated with host 199 .
- host 199 may access receiver 102 to view data from, or control aspects of, continuous analyte sensor 10 , delivery pump 2 , and/or glucose meter 4 .
- another entity such as a parent, a care giver, a health care professional, a school nurse, and the like, may have remote monitor 114 receive notification messages representative of certain events determined based on sensor data from receiver 102 , continuous analyte sensor 10 , delivery pump 2 , and/or glucose meter 4 , and view historical and substantially real-time sensor data.
- an event may comprise one or more of the following: a measured analyte sensor value above or below a predetermined threshold, a rate of change or a level of glucose measurements above a predetermined threshold, a predicted glucose value approaching (or predicted to approach) a predetermined threshold, a host 199 not responding to a prompt, a message, or an alert displayed at receiver 102 , and/or any other event detected by secure server 110 and/or receiver 102 .
- the remote monitor 114 depicts a notification message 132 indicating low glucose level of host 199 .
- an entity having remote monitor 114 may assist host 199 by providing an additional layer of monitoring and oversight of host 199 , as well as receiver 102 , continuous analyte sensor 10 , delivery pump 2 , glucose meter 4 , and the like.
- the remote monitor 114 may include a processor, a non-transitory computer-readable storage medium (e.g., memory, storage, and the like), a radio access mechanism (e.g., a modem and the like), and/or a user interface.
- the computer readable medium may include code which when executed by a processor provides one or more applications, operating systems, and the like.
- an application may be configured as a remote monitoring application configured to monitor and/or control one or more of the receivers 102 , the continuous analyte sensor 10 , the delivery pump 2 , the glucose meter 4 , and the like.
- the remote monitor 114 is an iPhone mobile phone from Apple, Inc. and the application is an application downloaded over the Internet using the App Store service operated by Apple, Inc.
- the remote monitor 114 may comprise one or more of the following: a mobile station, a wireless terminal, a tablet, a smart phone, or the like.
- the remote monitor 114 may be implemented as a wireless handheld device, a wireless plug-in accessory, or the like.
- the remote monitor 114 may be implemented as multi-mode device configured to operate using a plurality of radio access technologies, such as Long Term Evolution (LTE), wireless local area network (WLAN) technology, such as 802.11 Wi-Fi and the like, Bluetooth, Bluetooth low energy (BT-LE), near field communications (NFC), and any other radio access technologies.
- LTE Long Term Evolution
- WLAN wireless local area network
- Bluetooth Bluetooth low energy
- NFC near field communications
- alert rules of the receiver 102 may be different from the remote monitor 114 .
- a different set of rules may define when an alert is sent and/or triggered by to the receiver 102 , when compared to the set of rules used to trigger a notification to the remote monitor 114 .
- the receiver 102 may trigger alerts on its own (e.g. applying thresholds to sensor data received from sensor system 8 ), receive alerts from sensor system 8 or receive alerts directly from the secure server 110
- the remote monitor 114 may be configured to receive messages, such as short messages, text messages, and the like, from a notification service 112 , and these messages can serve to activate the remote monitor 114 , such as activating the remote monitor application of the remote monitor.
- the remote monitor 114 may close the remote monitor application session (as well as close network connection 109 to secure server 110 ), when the remote monitor application is not actively being used to conserve power at the remote monitor.
- the notification service 112 may send a message over network connection 111 to activate of the remote monitor 114 and/or a remote monitor application (and this activation may be automatic or under the control of a user of remote monitor 114 ).
- FIG. 3 depicts an example process 197 for notifying a remote monitor 114 of an event associated with receiver 102 , continuous analyte sensor 10 , delivery pump 2 , glucose meter 4 , and/or host 199 , in accordance with some example implementations.
- the description of FIG. 3 also refers to FIG. 2 A .
- the secure server 110 may register and/or configure one or more of the receiver 102 , the continuous analyte sensor 10 , the delivery pump 2 , the glucose meter 4 , and the host 199 before process 197 is initiated, although registration and/or configuration may occur at other times as well.
- the registration process may be performed to register the receiver 102 , the continuous analyte sensor 10 , the delivery pump 2 , the glucose meter 4 , the remote monitor 114 , and/or the host 199 with the secure server 110 .
- the configuration process may be performed to configure system 100 including the identities of the one or more remote monitors used to monitor receiver 102 , configure one or more rules used to trigger notification messages to the remote monitors, configure one or more rules designating primary and secondary remote monitors, configure one or more rules establishing schedules for the primary and secondary monitors, configure one or more rules defining an escalation sequence representative of when to elevate an event to a primary monitor or a secondary monitor, and the like.
- receiver 102 may send sensor data, such as analyte data from sensor system 8 and the like, to gateway 104 , which then forwards the sensor data at 182 to secure server 110 .
- sensor data such as analyte data from sensor system 8 and the like
- gateway 104 may couple to secure server 110 via network 108 A.
- the gateway 104 may be configured to pull current and/or historical data from the receiver 102 on its own or in response to a request from secure server 110 .
- the secure server 110 may also receive information from other systems, such as a heath management system or a health care provider's system, and this information may be used to trigger notification messages to the remote monitor. In addition, the secure server 110 may send notification messages to confirm whether the remote monitor is still actively monitoring the host 199 .
- the one or more rules defining the events may be defined during the configuration process by a user, such as host 199 , a caregiver, and/or predefined as default rules (which may be reconfigured by a user or may be adapted by the system 100 over time to accommodate the host).
- the one or more rules may define a threshold value representative of a severity of the event that should be reported to the one or more remote monitors, the times of day when a notification message should be sent to each of the remote monitors, the identities (e.g., phone number, Internet Protocol address, email address, and the like) of the one or more remote monitors, and the like.
- the one or more rules may include escalation rules, so that events can be handled differently based on severity of event, type of event, and/or lack of responsiveness by a designated remote monitor.
- a rule may define that a glucose value below a certain value should not be the subject of a notification message to remote monitor 114 (although an alert message may be sent to the receiver 102 or gateway 104 to notify the host 199 ); another rule may define that a glucose value between a range of values should be the subject of a notification message to remote monitor 114 ; while another rule may define sending, when a dangerously low glucose value is detected, notification messages to remote monitor 114 A as well as other remote monitors 114 B-M.
- the rules used to trigger alerts to host 199 at receiver 102 may be different from the rules used to send notification messages to remote monitor 114 , although one or more of the rules may be the same as well.
- the secure server 110 may send an alert to the receiver 102 and/or gateway 104 .
- the alerts may be triggered based on events which are the same or different as the rules used to trigger events for notification messages to the remote monitor 114 .
- the secure server 110 may include a delay between when the alert is sent at 187 and the notification messages are sent at 188 - 190 .
- the delay may allow the receiver 102 to acknowledge or take action before sending messages at 188 - 190 , as the receiver may also have a set of rules that are the same or different than those for the receiver stored on the secure server.
- the receiver 102 may trigger an alert based on rules residing within the receiver, and the receiver may receive an alarm from the secure server based on a different set of rules stored at secure server.
- the delay prior to the secure server 110 sending a notification to the receiver 102 may be varied by the secure server based on the severity or type of event, and the delay may be configured by a user and/or configured programmatically. For example, a first delay may be used for a first low analyte threshold, but no delay may be used for a second, more severe, low glucose threshold.
- the secure server 110 may incorporate the notification service 112 or by-pass the notification service 112 in some implementations.
- the operation of the system at FIG. 2 B may be similar to the process described at FIG. 3 but sensor data 180 may be sent at 180 directly to secure server 110 , and secure server 110 may send a notification message at 188 directly to the remote monitor 114 .
- FIG. 2 C depicts yet another example architecture of remote monitoring system 100 .
- gateway 104 is depicted as a dashed box including separate devices comprising a docking station 103 and a host communication device 105 . Any of the functions for gateway 104 described herein can be divided between the docking station and host communication device in some implementations.
- docking station 103 may communicate with receiver 102 and host communication device 105 may communicate with the secure server 110 .
- the host communication device 105 is a mobile telephone having a host monitoring application downloaded from the Apple App Store, wherein the application configures the mobile telephone to gather information from receiver 102 via docking station 103 and transmit that information to secure server 110 , as well as any other functions described herein associated with gateway 104 .
- the sensor electronics module 12 may, as noted, couple (e.g., wirelessly and the like) with one or more devices, such as receiver 102 and the like, presenting (and/or alerting) information, such as sensor information transmitted by the sensor electronics module 12 for display at receiver 102 .
- the receiver 102 may include one or more interfaces, such as machine-to-machine interfaces and user interfaces.
- the user interfaces may include a variety of interfaces, such as one or more buttons 124 , a liquid crystal display 122 , a vibrator, an audio transducer (e.g., speaker), a backlight, and/or the like.
- the components that comprise the user interface may provide controls to interact with the user (e.g., the host).
- the continuous analyte sensor 10 may comprise a glucose sensor configured to measure glucose in the blood using one or more measurement techniques, such as enzymatic, chemical, physical, electrochemical, spectrophotometric, polarimetric, calorimetric, iontophoretic, radiometric, immunochemical, and the like.
- the glucose sensor may be comprise any device capable of measuring the concentration of glucose and may use a variety of techniques to measure glucose including invasive, minimally invasive, and non-invasive sensing techniques (e.g., fluorescent monitoring), to provide a data, such as a data stream, indicative of the concentration of glucose in a host.
- the data stream may be raw data signal, which is converted into a calibrated and/or filtered data stream used to provide a value of glucose to a user, such as a host, or a caretaker (e.g., a parent, a relative, a guardian, a teacher, a doctor, a nurse, or any other individual that has an interest in the wellbeing of the host).
- a caretaker e.g., a parent, a relative, a guardian, a teacher, a doctor, a nurse, or any other individual that has an interest in the wellbeing of the host.
- the continuous analyte sensor 10 may be implanted as at least one of the following types of sensors: an implantable glucose sensor, a transcutaneous glucose sensor, implanted in a host vessel or extracorporeally, a subcutaneous sensor, a refillable subcutaneous sensor, an intravascular sensor.
- glucose as the analyte being measured, processed, and the like
- other analytes may be used instead or as well including, for example, ketone bodies (e.g., acetone, acetoacetic acid and beta hydroxybutyric acid, lactate, etc.), glucagon, Acetyl Co A, triglycerides, fatty acids, intermediaries in the citric acid cycle, choline, insulin, cortisol, testosterone, and the like.
- other health characteristics of a host are monitored in addition to or instead of analyte monitoring described herein, including, but not limited to heart rate, blood pressure levels, blood oxygen levels, body temperature, caloric intake, medicament delivery and the like.
- FIG. 5 depicts an example of a sensor electronics module 12 , in accordance with some example implementations.
- the sensor electronics module 12 may include sensor electronics that are configured to process sensor information, such as sensor data.
- the sensor electronics module may process sensor data into one or more of the following: filtered sensor data (e.g., one or more filtered analyte concentration values), raw sensor data, calibrated sensor data (e.g., one or more calibrated analyte concentration values), rate of change information, trend information, rate of acceleration information, sensor diagnostic information, location information (which may be provided by a location module 269 providing location information, such as global positioning/navigation system information), alarm/alert information, calibration information, smoothing and/or filtering algorithms of sensor data, and/or the like.
- filtered sensor data e.g., one or more filtered analyte concentration values
- calibrated sensor data e.g., one or more calibrated analyte concentration values
- rate of change information e.g., trend information
- the sensor electronics module 12 may be configured to calibrate the sensor data, and the data storage memory 220 may store the calibrated sensor data points. Moreover, the sensor electronics module 12 may be configured, in some example implementations, to receive wirelessly calibration information from a device, such as receiver 102 , to enable calibration of the sensor data. Furthermore, the sensor electronics module 12 may be configured to perform additional algorithmic processing on the sensor data (e.g., calibrated and/or filtered data and/or other sensor information), and the data storage memory 220 may be configured to store the transformed sensor data and/or sensor diagnostic information associated with the algorithms.
- the sensor electronics module 12 may comprise an application-specific integrated circuit (ASIC) 205 coupled to a user interface 122 .
- the ASIC 205 may further include a potentiostat 210 , a telemetry module 232 for transmitting data from the sensor electronics module 12 to one or more devices, such receiver 102 and the like, and/or other components for signal processing and data storage (e.g., processor module 214 and data store 220 ).
- FIG. 2 depicts ASIC 205 , other types of circuitry may be used as well, including field programmable gate arrays (FPGA), one or more microprocessors configured to provide some (if not all of) the processing performed by the sensor electronics module 12 , analog circuitry, digital circuitry, or a combination thereof.
- FPGA field programmable gate arrays
- the potentiostat 210 is coupled to a continuous analyte sensor 10 , such as a glucose sensor, via data line 212 to receive sensor data from the analyte.
- the potentiostat 210 may also provide via data line 212 a voltage to the continuous analyte sensor 10 to bias the sensor for measurement of a value (e.g., a current and the like) indicative of the analyte concentration in a host (also referred to as the analog portion of the sensor).
- the potentiostat 210 may have one or more channels (and corresponding one or more data lines 212 ), depending on the number of working electrodes at the continuous analyte sensor 10 .
- the potentiostat 210 may include a resistor that translates a current value from the sensor 10 into a voltage value, while in some example implementations, a current-to-frequency converter may also be configured to integrate continuously a measured current value from the sensor 10 using, for example, a charge-counting device. In some example implementations, an analog-to-digital converter may digitize the analog signal from the sensor 10 into so-called “counts” to allow processing by the processor module 214 . The resulting counts may be directly related to the current measured by the potentiostat 210 , which may be directly related to an analyte level, such as a glucose level, in the host.
- an analyte level such as a glucose level
- the telemetry module 232 may be operably connected to processor module 214 and may provide the hardware, firmware, and/or software that enable wireless communication between the sensor electronics module 12 and one or more other devices, such as receiver 102 , display devices, processors, network access devices/gateways, and the like.
- wireless radio technologies that can be implemented in the telemetry module 232 include Bluetooth, Bluetooth Low-Energy, the ANT protocol, NFC (near field communications), ZigBee, IEEE 802.11, IEEE 802.16, cellular radio access technologies, radio frequency (RF), infrared (IR), paging network communication, magnetic induction, satellite data communication, spread spectrum communication, frequency hopping communication, near field communications, and/or the like.
- the telemetry module 232 comprises a Bluetooth chip, although the Bluetooth technology may also be implemented in a combination of the telemetry module 232 and the processor module 214 . Further, while telemetry module is depicted as part of the ASIC 205 in FIG. 2 , some or all of the telemetry module can be separate from the ASIC in other implementations.
- the processor module 214 may control the processing performed by the sensor electronics module 12 .
- the processor module 214 may be configured to process data (e.g., counts), from the sensor, filter the data, calibrate the data, perform fail-safe checking, and/or the like.
- the processor module 214 may comprise a digital filter, such as for example an infinite impulse response (IIR) or a finite impulse response (FIR) filter.
- This digital filter may smooth a raw data stream received from sensor 10 , data line 212 and potentiostat 210 (e.g., after the analog-to-digital conversion of the sensor data).
- digital filters are programmed to filter data sampled at a predetermined time interval (also referred to as a sample rate).
- a predetermined time interval also referred to as a sample rate.
- the potentiostat 210 is configured to measure the analyte (e.g., glucose and the like) at discrete time intervals, these time intervals determine the sampling rate of the digital filter.
- the potentiostat 210 is configured to measure continuously the analyte, for example, using a current-to-frequency converter.
- the processor module 214 may be programmed to request, at predetermined time intervals (acquisition time), digital values from the integrator of the current-to-frequency converter. These digital values obtained by the processor module 214 from the integrator may be averaged over the acquisition time due to the continuity of the current measurement. As such, the acquisition time may be determined by the sampling rate of the digital filter.
- the processor module 214 may further include a data generator configured to generate data packages for transmission to devices, such as receiver 102 . Furthermore, the processor module 215 may generate data packets for transmission to these outside sources via telemetry module 232 .
- the data packages may, as noted, be customizable and/or may include any available data, such as a time stamp, displayable sensor information, transformed sensor data, an identifier code for the sensor and/or sensor electronics module, raw data, filtered data, calibrated data, rate of change information, trend information, error detection or correction, and/or the like.
- the processor module 214 may also include a program memory 216 and other memory 218 .
- the processor module 214 may be coupled to a communications interface, such as a communication port 238 , and a source of power, such as a battery 234 .
- the battery 234 may be further coupled to a battery charger and/or regulator 236 to provide power to sensor electronics module 12 and/or charge the batteries 234 .
- the memory 218 may also be used to store information.
- the processor module 214 including memory 218 may be used as the system's cache memory, where temporary storage is provided for recent sensor data received from data line 212 and potentiostat 210 .
- the memory may comprise memory storage components, such as read-only memory (ROM), random-access memory (RAM), dynamic-RAM, static-RAM, non-static RAM, easily erasable programmable read only memory (EEPROM), rewritable ROMs, flash memory, and the like.
- the data storage memory 220 may be coupled to the processor module 214 and may be configured to store a variety of sensor information.
- the data storage memory 220 stores one or more days of continuous analyte sensor data.
- the data storage memory may store 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, and/or 30 (or more days) of continuous analyte sensor data received from sensor 10 via data line 212 .
- the stored sensor information may include one or more of the following: a time stamp, raw sensor data (one or more raw analyte concentration values), calibrated data, filtered data, transformed sensor data, location information, and/or any other sensor related or displayable information.
- the user interface 222 may include a variety of interfaces, such as one or more buttons 224 , a liquid crystal display (LCD) 226 , a vibrator 228 , an audio transducer (e.g., speaker) 230 , a backlight, and/or the like.
- the components that comprise the user interface 222 may provide controls to interact with the user (e.g., the host).
- One or more buttons 224 may allow, for example, toggle, menu selection, option selection, status selection, yes/no response to on-screen questions, a “turn off” function (e.g., for an alert), a “snooze” function (e.g., for an alert), a reset, and/or the like.
- the LCD 226 may provide the user with, for example, visual data output.
- the audio transducer 230 e.g., speaker
- the audio transducer 230 may provide audible signals in response to triggering of certain alerts, such as present and/or predicted hyperglycemic and hypoglycemic conditions.
- audible signals may be differentiated by tone, volume, duty cycle, pattern, duration, and/or the like.
- the audible signal may be configured to be silenced (e.g., snoozed or turned off) by pressing one or more buttons 224 on the sensor electronics module and/or by signaling the sensor electronics module using a button or selection on a display device (e.g., key fob, cell phone, and/or the like).
- a tactile alert including a poking mechanism configured to “poke” the patient in response to one or more alert conditions.
- the battery 234 may be operatively connected to the processor module 214 (and possibly other components of the sensor electronics module 12 ) and provide the necessary power for the sensor electronics module 12 .
- the battery is a Lithium Manganese Dioxide battery, however any appropriately sized and powered battery can be used (e.g., AAA, Nickel-cadmium, Zinc-carbon, Alkaline, Lithium, Nickel-metal hydride, Lithium-ion, Zinc-air, Zinc-mercury oxide, Silver-zinc, or hermetically-sealed).
- the battery is rechargeable.
- a plurality of batteries can be used to power the system.
- the receiver can be transcutaneously powered via an inductive coupling, for example.
- a battery charger and/or regulator 236 may be configured to receive energy from an internal and/or external charger.
- a battery regulator (or balancer) 236 regulates the recharging process by bleeding off excess charge current to allow all cells or batteries in the sensor electronics module to be fully charged without overcharging other cells or batteries.
- the battery 234 (or batteries) is configured to be charged via an inductive and/or wireless charging pad, although any other charging and/or power mechanism may be used as well.
- One or more communication ports 238 may be provided to allow communication with other devices, for example a personal computer (PC) communication (com) port can be provided to enable communication with systems that are separate from, or integral with, the sensor electronics module.
- the communication port may comprise a serial (e.g., universal serial bus or “USB”) communication port, to communicate with another computer system (e.g., PC, personal digital assistant or “PDA,” server, or the like), a dongle with a wireless transceiver coupled to a docking station as described further below, and/or any other interface.
- the communication port may also be coupled to, or include, a wireless transceiver to allow wireless communications as well.
- the sensor electronics module 12 is able to transmit historical data to a PC or other computing device (e.g., a secure server as disclosed herein) for retrospective analysis by a patient and/or physician.
- the gateway 104 can include a receiver interface 306 to provide a wired and/or wireless interface to the receiver 102 in implementations where the receiver is separate from the gateway and the gateway does not include intermediate docking station 103 .
- receiver interface 306 may include a universal serial bus interface through which receiver 102 can communicate with gateway 104 , secure server 110 , and the like.
- the universal serial bus may also provide a physical connection for charging the receiver 102 , although wireless charging may be used as well.
- receiver interface 306 may include a wireless interface, such as Bluetooth, Bluetooth low energy, Zig-bee, Atom, and any other wireless technology, through which receiver 102 can communicate with gateway 104 , secure server 110 , and the like.
- a user interface such as a display, a light emitting diode, and the like, may provide an indication, such as a specific color light emitting diode, a message, and the like, representing that a connection, such as an Internet Protocol connection, a secure tunnel, and the like, has been establish between the gateway 104 and the secure server 110 , so that the user of the gateway 104 recognizes that the receiver is coupled to the so-called “cloud” which includes the secure server 110 .
- a connection such as an Internet Protocol connection, a secure tunnel, and the like
- the gateway 104 may, as noted, include a radio frequency interface to allow the data to be automatically uploaded in a compressed format or uncompressed format from the receiver 102 to the secure server 110 , which may be implemented as a so-called “cloud.” And, the uploading may occur programmatically—without user intervention—when receiver 102 is in communication with gateway 104 .
- the gateway 104 may be configured to send data incrementally, i.e., data previously received would not be resent to secure server 110 unless requested by secure server 110 . Furthermore, gateway 104 may select between a cellular connection and a Wi-Fi connection based on connection speed, cost, and the like. For example, a free Wi-Fi connection may be selected over a fee-based cellular connection if available. Further, a cellular connection may be used for sending substantially real-time data generated by sensor system 8 , but a Wi-Fi connection used for sending historical data, as it may not be as important for sending historical data in a timely fashion in some implementations.
- authenticator and authorizer may authenticate the sender of the request to check whether a security credential associated with sender of the request indicates that the sender is indeed permitted to access a specific resource at system 100 in order to perform the action, such as store (or upload) data at a repository, perform analyze/process data, request report generation, receive alerts, receive notification messages, and the like.
- the secure server 100 may include a pattern detector to perform pattern detection on data, such as sensor data representative of blood glucose data, analytes, and other data as well (e.g., insulin pump data, carbohydrate consumption data, and the like).
- the pattern detector may detect the pattern and generate an output, which may be provided to a report generator at secure server for generating an alert to receiver 102 , a notification message to remote monitor 114 , and/or a page containing a report.
- the input data may comprise historical data obtained over a timeframe, such as 8 hours, 1 day, 2 days, 7 days, 30 days, and/or any other time period.
- the input data may comprise counts representative of monitored analyte detection levels (e.g., glucose concentration levels) received and stored at system 100 over a period covering a four-week timeframe.
- patterns can be recognized based on one or more predefined triggers (also referred to as criteria, rules, and filters).
- the one or more predefined triggers may be variable and adjustable based user input and/or programmatically based on one or more rules at the secure server 110 .
- some types of patterns may be selected, turned off and on, and/or modified by a user, a user's physician, or a user's guardian, although system 100 may select, adjust, and/or otherwise modify triggers programmatically as well.
- Some examples of the types of relationships in the input data that can be considered a pattern are one or more of the following: a glucose level that exceeds a target glucose range (which may be defined by a user, a health care provider, secure server 110 , or a combination thereof); a glucose level that is below a target glucose range; a rapid change in glucose level from a low to a high (or vice versa); times of day when a low, a high, an at range, or rapid glucose level event occurs; days when a low, a high, an at range, or a rapid glucose level event occurs; a hyperglycemic pattern; a hypoglycemic pattern; patterns associated with a time of day or week; a weighted scoring for different patterns based on frequency, a sequence, and a severity; a custom sensitivity of a user; a transition from a hypoglycemic to hyperglycemic pattern; an amount of time spent in a severe event; a combination of glucose change and time information; and/or a pattern of
- Hypoglycemic patterns by time of day may be detected based on events detected by secure server 110 .
- a pattern may be identified in situations where the user has low glucose concentrations around the same time in the day.
- Another type of pattern, which may be identified is a “rebound high” situation.
- a rebound high may be defined as a situation where a user overcorrects a hypoglycemic event by overly increasing glucose intake, thereby going into a hyperglycemic event.
- basic patterns may be configured to allow a search for certain patterns in the data, such as values within range, high coefficient of variance, and the like.
- Each pattern may have one dimension, such as within range, with a separate pattern looking specifically for below range, another looking for low coefficient of variance, and the like.
- Each pattern may be statistically based and use standard descriptive statistics in the application of pattern matching.
- Each pattern may be assigned scores for various rules encoded with each pattern, such as is it positive, negative, how important an insight is, and the like.
- Each pattern may also be assigned a possible set of date ranges for which the pattern is applicable. For example, counting the number of times a high glucose value is followed by a low below range is a pattern that just applies to the full range.
- Every pattern may be assigned a minimally acceptable score before it can be considered for display or generation of an alert sent to the receiver 102 (or host 199 ) and/or notification message sent to remote monitor 114 .
- Each pattern (and any associated triggers/rules) may be processed for a set of data for a certain timeframe, and if the pattern is applied and meets certain minimal requirements, then the patterns are ranked according to significance. As such, the ranked patterns may each correspond to an alert sent to the receiver 102 (or host 199 ) and/or notification message sent to remote monitor 114 (or a primary monitor or secondary monitor access the remote monitor 114 ).
- host monitoring system 198 A may have a single remote monitor 114 A or a plurality of remote monitors 114 A- 114 M, and the rules associated with when the remote monitors receive alerts and what types of alerts should be sent may be stored at the secure server 110 .
- first remote monitor 114 A may receive notification messages during the day, while second remote monitor 114 B may receive notification messages at night, although other schedules may be used as well.
- first remote monitor 114 A may only receive notifications when server identifies host system 198 to be at a predefined geographic location (using, e.g., geo-location information provided by host system 198 ), such as a school, while second remote monitor 114 B receives notifications regardless of the geographic location of the host.
- first remote monitor 114 A may have high and low threshold values that trigger an alert to remote monitor 114 A that are different than one or both of the high and low threshold values that trigger an alert to remote monitor 114 B.
- one or more rules may define first remote monitor 114 A as a primary monitor, while second remote monitor 114 B may be defined as a backup or secondary monitor.
- the remote monitor 114 may acknowledge a received notification message by activating (e.g., opening, interacting with, accessing, selecting, and the like) the remote monitoring application which causes a message to be sent at 194 ( FIG. 3 ) to the secure server 110 or responding to a message presented at the user interface of the remote monitor. If the secure server 110 does not receive any form of acknowledgement that the user has seen or otherwise acknowledged the notification message at the remote monitor after a predetermined amount of time (which may depend on the severity or type of the event), the secure server 110 may resend the notification to the remote monitor 114 .
- the remote monitor 114 may acknowledge a received notification message by activating (e.g., opening, interacting with, accessing, selecting, and the like) the remote monitoring application which causes a message to be sent at 194 ( FIG. 3 ) to the secure server 110 or responding to a message presented at the user interface of the remote monitor. If the secure server 110 does not receive any form of acknowledgement that the user has seen or otherwise acknowledged the notification message at the remote monitor
- the secure server 110 may receive a message from the notification service 112 that the remote monitor 114 A is out of service or otherwise unreachable, in which case the secure server 110 may resend the notification message to a different remote monitor 114 B.
- the delay used by the secure server for resending the notification messages may be configured based on the severity or type of the event, and the secure server may also include rules defining a predetermined quantity of unsuccessful resends or predetermined amount of time before escalation to another primary monitor, a secondary/backup monitor, an emergency medical service, and the like. And, this predetermined quantity of unsuccessful resends may also be configured at the secure server to vary based on severity or type of the event or user configured.
- a so-called “smiley” face icon may indicate the student's glucose levels are within limits and a so-called “sad” face icon may indicate the host's glucose levels are of concern because they are above a threshold.
- the page may be presented on a display, so that a selection (e.g., touch on a touch screen, mouse over, click, etc.) of a cell, notification or face icon results in additional information being provided to the remote monitor.
- the page discussed above may be configured as a so-called “dashboard” including dynamic content.
- the icons for the host-patients requiring the greatest care or attention e.g., the patients with glycemic levels that are extremely high or low
- the top row of page may be arrange in the top row of page to allow the remote monitor to quickly ascertain the state of riskier host patients.
- segregation schemes e.g., different colors, intensities, and/or locations on the page).
- an entity such as a user, may be designated by secure server 110 as a primary remote monitor.
- the primary monitor at remote monitor 114 may not be available due to for example a dead battery of the remote monitoring 114 A, a device out of service, a lack of radio reception, and the like.
- a secondary remote monitor may thus be designated by secure server 110 to receive the notification message, which would otherwise be sent to the primary monitor.
- the secondary monitor may have access to another remote monitoring device 114 B and thus receive the notification message, when the first notification message to the primary monitor is not received or acknowledged within a predetermined amount of time.
- the amount of time can be variable based on the severity or type of event.
- the secure server 110 may access the quality of service mechanisms at the notification service 112 to determine whether the remote monitor 114 device is not in service (e.g., due to a failure, a dead battery, out of range, or otherwise not accepting notification messages) to enable the secure server 110 to select another monitor that is in service.
- the remote monitor 114 may, in some example implementations, generate a message for presentation requiring some form of acknowledgement or action by the user of the remote monitor 114 (e.g., a primary or secondary monitor) to confirm receipt of a notification message.
- the acknowledgement or action may comprise responding to the notification message, opening a remote monitoring application at the remote monitor 114 , and the like.
- the secure server 110 may determine that the user of the remote monitor has not seen (or otherwise been notified by) the notification message. When this is the case, the secure server may escalate the notification message to another remote monitor as defined by one or more rules at the secure server.
- the secure server may also check the push notification service (or quality of service mechanism therein) to see if the notification message has been delivered. If not, the secure server may determine that the user of the remote monitor has not seen the notification message and use this as a basis to escalate the notification message to another remote monitor.
- the push notification service or quality of service mechanism therein
- This escalation sequence configuration may be defined by a user or provided as a default setting (which may be reconfigurable or adaptable over time based on the responsiveness of the user/host/monitor) and may vary based on severity of the event and type of event.
- the escalation sequence may define rules defining when to alert a host-patient at a receiver 102 , when to escalate to a primary monitor 114 A, when to escalate to a secondary remote monitor 114 B, and/or when to escalate to an emergency medical service or 911-emergency response.
- the escalation rules may be different for each of the remote monitors 114 A- 114 N and/or different from the thresholds set for the host monitoring system 198 .
- a first rule may define that if a glucose value exceeds a first threshold value, the secure server 110 should send an alert to first remote monitor 114 A.
- the secure server 110 may include a second, separate rule that defines sending a notification message to a second remote monitor 114 B when the glucose value exceeds a second threshold value, and yet another third rule that defines sending another notification message to a third remote monitor 114 M when the glucose value exceeds a third threshold value.
- a rule may define sending a notification to more than one remote monitor, such as all remote monitors or a subset of the remote monitors monitoring a host.
- the rules may be configured by a user (e.g., using receiver 102 , gateway 104 , workstation 22 , etc.) or provided as default settings (which may be reconfigurable by a user).
- an escalation sequence may also be implemented.
- the secure server 110 may determine (e.g., by monitoring sensor data received from receiver 102 and knowing the thresholds on the receiver) that receiver 102 alerted (or should have alerted) host 199 , where the alert required an acknowledgement.
- the acknowledgement can be in the form of a user responding to a message presented on a user interface 122 of receiver 102 , or the user otherwise curing the alert, such as taking an action that can be measured by a device associated with the host-user (e.g., medicament pump 2 indicating that insulin has been administered to the user, an analyte measurement indicating that the underlying cause of the alert is no longer a problem because measured level above a threshold or trend moving in a desired direction, etc.).
- a device associated with the host-user e.g., medicament pump 2 indicating that insulin has been administered to the user, an analyte measurement indicating that the underlying cause of the alert is no longer a problem because measured level above a threshold or trend moving in a desired direction, etc.
- the secure server 110 may resend the alert and/or send a notification message to a primary remote monitor (e.g. 114 A), a secondary remote monitor (e.g. 114 B), and/or an emergency medical service. And, this escalation, including the retries and delay, may be configured at the secure server 110 to vary based on the severity and/or type of event triggering the alert.
- the secure server 110 may include rules providing a so-called “follow-up” reminder. For example, if a host-user at receiver 102 has not taken an action, such as take insulin, drink a glass of juice, etc., the secure server 110 may send a reminder notification to the remote monitor 114 and/or to the receiver 102 and/or gateway 104 after a predetermined amount of time.
- the predetermined amount of time and which of the one or more of remote monitors 114 A- 114 M, receiver 102 , gateway 104 associated with a reminder may be configurable and may vary based on severity of the event and/or type of event.
- the secure server 110 may re-send notifications repeatedly (e.g., every 5 minutes or any other time) to remote monitor 114 and/or receiver 102 until the receipt of the notification message is acknowledged.
- the secure server 110 may configure different alarm types to be triggered by the receiving device (e.g., remote monitor 114 or receiver 102 ) as each re-send is sent to the receiving device (e.g., successively increasing volume, brightness, or vibration with each repeated, unacknowledged notification message, or triggering a vibratory alarm with a first reminder and a vibratory alarm with a second reminder, etc.). Opening a message from the secure server 110 at receiving device may serve as an acknowledgment, as well as other actions detectable by the secure server.
- the caregiver at remote monitor 114 may thus receive a notification message when the host patient at receiver 102 fails to respond to, or acknowledge, certain, real time events, such as a low glucose event (which may be considered severe as the host-patient may be incapacitated or unaware of the event so a notification to the remote monitor is in order).
- the secure server 110 either delays sending reminders or stops sending reminders responsive to a notification message if one or more predetermined occurrences are identified by the secure server.
- the one or more predefined occurrences can be curing the underlying event triggering the alert, acknowledging the alert or taking a defined action, such as administering insulin and the like.
- a user may manage the alerts for each of remote monitors 114 A- 114 M monitoring a host 199 .
- the host 199 can use host monitoring system 198 A to invite remote monitor 114 A to be a monitor and configure the permissions at secure server 114 using receiver 102 , gateway 104 (including host communication device), or workstation 22 .
- the permission may be specific to one or more certain alerts or global in the sense that all the alerts for remote monitor 114 A may be manipulated by the user.
- the permissions may be determined programmatically as well.
- a user may access secure server 110 using a computing device, such as remote monitor 114 , receiver 102 , gateway 104 , host communication device 105 or workstation 22 , and manage the alerts by for example setting alerts, changing thresholds, turning alerts on or off, and the like.
- FIG. 13 depicts an example page 600 that may be presented on a display of the host computing device. The page 600 may allow changes to alerts for a certain remote monitor 114 A.
- a low glucose alarm 602 may be turned on 610 , and the threshold 604 that defines the threshold configured by the user.
- FIG. 6 also depicts that delay 606 may be managed using page 600 as well.
- the delay 606 may define how long the secure server 110 waits before sending a notification message from the secure server (via notification service) to the remote monitor 114 A if the host's glucose concentration remains below the low threshold.
- the delay is zero seconds, but can be changed using page 600 to be another amount of time, such as 5, 10, 15 or 30 minutes, or an hour.
- Page 600 also allows secure server 110 and/or notification service 112 to trigger sending reminders 612 and vary a time 606 associated with triggering the reminders.
- the reminders represent the amount of time that elapses before the secure server 110 triggers another notification to remote monitor 114 A if remote monitor has not acknowledged the alert or if the host has not cured the event that originally triggered the alert.
- FIG. 6 refers to managing alerts for a remote monitor 114
- a similar page can be used by receiver 102 , gateway 104 or host communication device 105 to manage alerts triggered by host communication device in the implementations of FIGS. 2 A- 2 C .
- host communication device 105 can display page 600 for managing alerts by host communication device independent from receiver 102 . In this way, host communication device 105 can function as a secondary alert device for host 199 .
- a user may modify one or more rules defining alerts representative of events associated with the analyte state of the host.
- a user may use a computing device, such as remote monitor 114 , receiver 102 , gateway 104 , host communication device 105 , or workstation 22 , to modify the alert settings, such as low glucose level thresholds and the like, of the host monitoring system 198 .
- a parent for example, can modify the settings of their child's remote monitoring system 198 .
- the modification may include varying a first threshold associated with a low level of glucose at the host, varying a second threshold associated with a high level of glucose at the host, varying a delay between when the message is triggered by the receiver 102 , varying a time value between when a reminder message is sent, and any other alert that may be triggered for a host monitoring system 198 or remote monitor 114 .
- the secure server 110 may adapt the set of rules associated with a host 199 .
- the set of rules for a remote monitor 114 monitoring host 199 may be predetermined based on some basic host-patient demographics.
- secure server 110 may programically adjust thresholds used to trigger some or all events. These adjustments may be made for a variety of reasons. For example, thresholds, such as glucose levels, glucose rates of changes, and the like, used to determine when to trigger an event may be adjusted to reduce the frequency of some alerts and/or notifications as a remote monitor 114 receiving too many messages may decide to ignore the messages.
- the thresholds may also be adjusted to tighten the range of a patient's glucose variation during the day in order to decrease the variability in a host's day-to-day glucose variability.
- These patterns may also identify high-risk patients, such as those with frequent or severe lows, frequent or severe highs, and/or marked glucose variability. This may be considered particularly important for use with patients on intensive insulin therapy, with hypoglycemia unawareness, poor control, those new to insulin, and the like.
- the patterns may also identify therapy non-responders identifying, such as those with sustained hyperglycemia, suggesting non-response to therapy or worsening of control, suggesting non-adherence, disease progression, or tachyphylaxis. This may be considered particularly useful when new medicaments are added or therapy is optimized.
- the patterns may also identify responders or non-responders linked to diabetes education or by particular providers or consultants.
- the secure server 110 may send alerts and/or notifications to receiver 102 , gateway 104 and/or remote monitor 114 that the sensor system 8 and/or receiver 102 needs to be maintained (e.g., replaced, repaired, calibrated, and the like) based on determined performance information. And, the secure server 110 may also be configured to send, based on the performance information, alerts or notification messages indicating that the sensors requires a reset, a new calibration value is needed, or a new sensor should be ordered.
- the data provided to the secure server 110 may be configurable and stored at a repository coupled to the secure server 110 .
- sensor system tracking by the secure server may include tracking the performance of the receiver's wireless interface. For example, if a hardware error (or any detected error condition) occurs, information related to the error may be transmitted to the secure server 110 .
- the data transmitted may also be used to track feature utilization, which may include alert settings, number of screen visits, and the like. In addition, this data may be used to collect and manage data during clinical studies.
- the sensor data transmitted to the secure server 110 may also be expanded to tracking of patient performance of glycemic control. When this is the case, performance metrics may include the “time spent” in different glucose ranges, amplitudes of glycemic excursions, insulin dose information, and the like.
- data may be automatically transmitted to a secure server 110 and/or a coupled repository accessible to the host-patient and/or the patient's clinical care provider.
- CGM continuous glucose monitoring
- the above-noted automatic tracking of product performance and classification of failure modes may, in some example implementations, provide more accurate information regarding product performance, facilitate resolving sensor issues experienced by patients, and automate product replacement (or shipment) when the sensor performance is deemed ready for replacement.
- the secure server 110 may provide a closed control loop. Specifically, secure server 110 may send a message to receiver 102 , which responds to secure server 110 . Moreover, secure server 110 may send messages to remote monitor 114 , which responds to secure server 110 . Accordingly, secure server 110 may request an action from receiver 102 and/or remote monitor 114 , and receive acknowledgement from receiver 102 and/or remote monitor 114 , when the action is completed, forming thus a closed loop.
- the receiver 102 may include one or more aspects of the functions provided by the remote monitor 114
- remote monitor 114 may include one or more aspects of the functions provided by the receiver 102 .
- FIG. 10 is a flow chart depicting process 1000 for setting up host monitoring system 198 in accordance with some implementations.
- the setup process 1000 will be discussed with reference to the remote monitoring system architecture illustrated in FIG. 2 C , although it is understood that setup process 1000 can be applied to the architecture of FIG. 2 A or FIG. 2 B with changes to accommodate the differences of architectures.
- the sensor system 8 and receiver 102 make comprise a DexCom G4 Platinum continuous monitoring system, available from DexCom, Inc., where the sensor 10 is a DexCom G4 Platinum sensor, the sensor electronics module 12 is a DexCom G4 Platinum transmitter, and the receiver is the DexCom G4 Platinum receiver; the receiver 102 is docked in the docking station 103 as illustrated and discussed with reference to FIG.
- a user downloads a host monitoring application on to the host communication device 105 .
- the host monitoring application can be downloaded onto gateway 104 in the implementation of FIG. 2 A or downloaded onto receiver 102 in the implementation of FIG. 2 B the host monitoring application can be, for example.
- the host monitoring application is downloaded from a server, which can be independent (e.g., operated by a different entity) of secure server 110 , such as the Apple App Store server operated by Apple, Inc.
- the host monitoring application is downloaded from server 110 .
- the host monitoring application can comprise instructions for the host communication device 105 to perform the host communication device functions described herein, such as gathering sensor data from the receiver 102 via the docking station 103 , transmit the sensor data to the secure server 110 , manage alerts of host monitoring system 198 , inviting users to become remote monitors of host, manage remote monitor settings, pairing with the docking station 103 and/or receiver 102 , and the like.
- FIG. 9 illustrates an exemplary page 900 host monitoring application can display to a user at the account setup block 1012 to facilitate entry of a unique identifier, such as the serial number of the receiver 102 , the serial number of the sensor electronics 12 or other identifier associated with host monitoring system 198 .
- a unique identifier such as the serial number of the receiver 102 , the serial number of the sensor electronics 12 or other identifier associated with host monitoring system 198 .
- the page 900 is an illustration of the location of the serial number to aid the user in finding the serial number of entry, which is a serial number on receiver 102 in this example.
- Page 900 also provides an alphanumeric entry field the user can select to manually enter the serial number.
- page 900 provides selectable icons 902 and 904 that allow the user to take a photo of the serial number using a camera of the host communication device 105 and scan in the serial number using a bar code scanner of the host communication device 105 , respectively, for entry of the serial number.
- the user uses the host monitoring application to manage alert settings for the host communication device 105 .
- the host application can initially present default alert settings, where the user can modify the default user settings using the user interface of the host communication device 105 .
- the alert settings comprise repeating one or more alerts on the receiver 102 . This way, the host communication device 105 can amplify (e.g., trigger a different type of alarm than the receiver, such as a louder alarm) and/or echo alarms of the receiver (e.g., only sounding the alarm after a predetermined amount of time from the alarm of the receiver if the event triggering the alert on the receiver has not been cured).
- the alert settings can also include turning off or on alerts for various events.
- the user pairs the host communication device 105 with the docking station 103 at block 1016 .
- the user powers on the docking station and connects the receiver 102 to the docking station.
- the host communication device 105 and the docking station 103 begin a pairing and authentication procedure.
- the docking station 103 does not have a display and thus conventional pairing and authentication procedures may not be adequate.
- receiver 102 provides a serial number stored in memory of the receiver to the docking station 103 and a user enters the receiver serial number into the host communication device 105 .
- the serial number stored in memory of the receiver 102 can be stored during manufacturing of the receiver.
- the host communication device 105 can then transmit the serial number (or encrypted version of the serial number) to the docking station to establish an authenticated communication channel.
- the following pairing and authentication procedure may be used in some implementations.
- the docking station In response to the receiver 102 being docked to the docking station 103 , the docking station derives an authentication token from the receiver's serial number (which the receiver transmits to the docking station automatically upon docking) and puts it in a Generic Attribute Profile (GATT) characteristic.
- GATT Generic Attribute Profile
- the docking station 103 then broadcasts a general advertisement to bond.
- the host communication device 105 device looks for the advertisement. After discovering the docking station 103 , the host communication device 105 connects and performs a service discovery. The host communication device 105 then attempts to read the GATT characteristic mentioned previously.
- the docking station 103 responds with an insufficient authorization message (pairing and encryption is required).
- the host communication device 105 then prompts the user to pair with the docking station 103 . Both the docking station 103 and the host communication device 105 compromise a long term key to use for encryption and are then paired.
- the host communication device 105 then reads the token from the characteristic mentioned above, and using this characteristic, verifies the authenticity of the docking station 103 .
- the host communication device 105 which has previously derived its own token from the receiver serial number entered previously into the host communication device in block 1012 , writes this token to a GATT characteristic in the docking station 103 .
- the docking station 103 then uses this token to verify the authenticity of the host communication device and, if authentic, enters a persistent bonded state.
- the docking station 103 uses the above-mentioned pairing and authentication process to determine whether the two devices (receiver 102 and docking station 103 ) are disconnected at any point. If the two devices (receiver 102 and docking station 103 ) are disconnected at any point, the docking station 103 directs an advertisement for connection.
- paring process 1016 is described with respect to receiver 102 and docking station 103 as exemplary only. One or more steps in process 1016 can be omitted or modified to allow the pairing process 1016 to work between other components, such as receiver 102 and gateway 104 of FIG. 2 A .
- the user uses the application on the host device 105 to invite remote monitors 114 .
- the application may prompt the user for identifying information of a potential user of a remote monitor, including a name and email address accessible from a device capable of being a remote monitor 114 , such as a mobile smart phone or tablet computer.
- the application can prompt the user for permissions that the user wants the remote monitor 114 to have, such as permission to view trend graph data, and alert settings that the user wants the remote monitor 114 to have.
- the application sends an invitation to the remote monitor 114 , with the information in the invitation, such as identifying information, permissions and alert settings stored on secure sever 110 .
- the user can invite additional remote monitors using the above described invitation procedure.
- the application can include a page that lists the status of all invitations sent by the user.
- process 1000 can be implemented using a setup wizard implemented by the host monitoring application on host monitoring device 105 to guide the user through the setup process 1000 .
- the serial number can be printed or otherwise provided on the component using invisible ink.
- invisible ink means a material that can be printed on a surface that is invisible to the human eye, but can be optically detected using a computing device, such as a smart phone employing optical detection using the smart phone's camera. A user can then use a device having optical recognition capabilities, such as a smart phone, to take a picture of the component and the device can automatically recognize the serial number and use the serial number for any of the functions described herein associated with using a unique identifier. In this way, the serial number is not apparent to other people, providing discretion and security.
- invisible ink it may be desirable to place the unique identifier on a portion of the system that is hidden from the user when the system is in use, such as on the bottom of sensor electronics 12 , so that the serial number is also not viewable from a third party. This can also result in difficulty for the user should the user need the serial number while the system 198 is in use.
- Using invisible ink in the above-described manner can solve this problem: the serial number need not be placed on an inaccessible portion of the system 198 because others will not be able to view the number.
- FIG. 16 is a flowchart of an exemplary process of remote monitoring using remote monitor 114 . Similar to process 1000 , FIG. 16 will be described for illustrative purposes only with respect to the remote monitoring system 100 architecture of FIG. 2 C .
- a user receives on a computing device, such as a smart mobile phone, an invitation to become a remote monitor.
- a computing device such as a smart mobile phone
- An example invitation is illustrated and discussed in more detail with respect to FIG. 12 .
- a user receiving the invitation can either accept or deny the invitation by selecting an accept icon or deny icon, respectively, in the email. Denying the invitation ends process 1600 , whereas accepting the invitation moves process 1600 to block 1620 .
- accepting the invitation at block 1610 programically triggers the user's computing device to automatically access a server carrying the remote monitoring application.
- the server can be the App Store operated by Apple, Inc. in the case that the user's device is an Apple mobile device. The user then downloads the remote monitoring application onto the computing device.
- the user of the remote monitor 114 need not register with secure server 110 , as in certain implementations the secure server already has the user's account information from when the invitation was formed in block 1012 of process 1000 ( FIG. 10 ).
- the user manages alert settings using the remote monitoring application downloaded on the computing device (now considered a remote monitor 114 ).
- the alert settings can initially be set at recommended alert settings set by the person that sent the invitation at step 1012 in process 1000 (or default settings in the case the person sending the invitation did not enter any recommended settings) in some implementations.
- the user of the remote monitor 114 can then modify any of the recommended or default settings.
- the settings can include setting threshold values for when to trigger an alert to the remote monitor, delays, reminders and no data alert settings, discussed in more detail elsewhere herein.
- the remote monitor 114 may then transmit the settings of the remote monitor to the secure store for storage and use when triggering alerts associated with the remote monitor.
- the remote monitor 114 monitors hosts' analyte levels as permitted.
- the monitoring can include monitoring a plurality of hosts using the remote monitor, as discussed in more detail with respect to FIG. 1 .
- the monitoring can include receiving notifications triggered by secure server 110 and sent via notification service 112 and viewing sensor data accessible from secure server.
- a user can activate the remote monitoring application on remote monitor 114 to view a dashboard page of a plurality of host's glucose levels.
- a user can receive an invitation to remotely monitor host 199 .
- the invitation is the form of an email, such as that depicted in FIG. 12 .
- the user can accept or deny the invitation using the email.
- the user can accept the invitation by indicating that the user wants to install the remote monitoring application by selecting selectable text 504 , or deny the invitation by selecting selectable text 508 .
- the remote monitoring system 100 can notify the host that sent the invitation of the denial by sending a notification via server 110 and/or notification service 112 to communication device 105 , for example.
- the remote monitoring system 100 can notify the host of the acceptance by sending a notification via server 110 and/or notification service 112 to communication device 105 , for example, and process 1600 continues to block 1620 .
- a receipt accepting the invitation automatically sets up a remote monitoring account on server 110 . That is, the recipient need not log in and create an account, as the host provided account creation information (recipient name, email, phone number and the like) for the recipient when generating the invitation. Further, the host can include a picture of the host during the invitation creation process so that the invitation includes a picture of the host in the invitation sent to the recipient (which can help the recipient know the invitation is valid) and the picture of the host can be used as the picture of the host in the remote monitor (such as on a dashboard as discussed with reference to FIGS. 18 A and 18 B and elsewhere).
- the host can include a picture of the host during the invitation creation process so that the invitation includes a picture of the host in the invitation sent to the recipient (which can help the recipient know the invitation is valid) and the picture of the host can be used as the picture of the host in the remote monitor (such as on a dashboard as discussed with reference to FIGS. 18 A and 18 B and elsewhere).
- the invitation can include a single use token which the recipient of the invitation can use to accept the invitation without requiring the recipient to log into the remote monitoring system, in some implementations.
- the token can be in the form of a Globally Unique Identifier (GUID).
- GUID Globally Unique Identifier
- the invitation may also include a timestamp of when the invitation was sent and when the invitations expires.
- a user of remote monitoring system 100 may not readily know if the remote monitoring system 100 is working or why the system may not be working.
- a host 199 may not realize that data is not being transmitted from the sensor system 8 to the server 110 , or even if the host realizes that data is not being transmitted, the host my not recognize where the problem lies so that data transmission can resume.
- some embodiments provide a system status page to help a user identify if the system is working correctly, and, if not, what the source of the problem may be.
- FIGS. 11 A and 11 B are exemplary views of a status page 1100 in accordance with some implementations.
- Status page 1100 includes a status bar 1110 that includes representations of various components of remote monitoring system 100 .
- components of the system 100 include a docking station 1114 , a host communication device 1118 and a server 1112 .
- Communication channels between each of the components between components of system 100 are also included in FIGS. 11 A and 11 B , such as a first communication channel 1116 (e.g. Bluetooth®) between the docking station 1114 and the host communication device 1118 , and a second communication channel 1120 (e.g. Wi-Fi or cellular) between the host communication device 1118 and the server 1122 .
- a first communication channel 1116 e.g. Bluetooth®
- second communication channel 1120 e.g. Wi-Fi or cellular
- the status bar 1110 can indicate components and communication channels that are determined to be working and not working. For example, if a connection is determined to be working, then the connection can be graphically displayed in a first state, and if the connection is not working then the connection can be graphically displayed in a second, different state.
- the first state and the second state can be depicted differently, for example, using color (e.g., green if in the first state, red if in the second state), and/or graphics (e.g. a solid line if in the first state and a broken line if in the second state) and the like.
- each portion of the status bar, 1114 , 1116 , 1118 , 1120 and 1122 can be user selectable, where if a user selects a particular portion, the host monitoring application can display help information (in the form of a pop-up message or new display screen, for example) that can help a user resolve issues associated with the portion selected by the user. For instance, if the docking station icon 1114 is in the second state and the user selects the docking station icon, the remote monitoring application can display a message prompting the user to make sure the docking station is plugged in to a power supply. Further, the remote monitoring application can display a message prompting the user to ensure the host monitoring device has Bluetooth connectivity enabled, for example, if the first communication channel is in the second state and the user selects the first communication channel.
- help information in the form of a pop-up message or new display screen, for example
- Status page 1100 can also include a character icon 1132 that displays an overall status of the system.
- the character icon 1132 is in the form of a monster holding a sign.
- the appearance of the character icon 1132 can change based on the status of the system so a user can quickly determine the status by viewing the character icon. For instance, character icon 1132 can have a smiling expression and holding a sign with a check mark to indicate the system is working and transmitting sensor data, as illustrated in FIG. 11 A .
- the character icon 1132 can have a frowning expression and holding a sign with an X to indicate the system is not working, as illustrated in FIG. 11 B .
- the color of the character icon 1132 can also vary depending upon the status of the system, such as green when the system 100 determines the system is working (i.e. data is being sent from the host to the server 1110 ) and red when the system determines the system is not working.
- the eyes of the character icon 1132 can also help indicate to a user if the system is working, such as the eyes blinking if host monitoring application is working, or the eyes not blinking if the eyes are not blinking.
- the blinking of the eyes can also correspond to the transmission rate or each transmission between components of the systems, such as the docking station 103 and the host communication device ( FIG. 2 C ) or receiver 102 and gateway 104 ( FIG. 2 A ).
- the host monitoring application can allow a user to determine if the remote monitoring system is actively working (i.e. eyes will be blinking), as opposed to the remote monitoring application being frozen in a state indicating the system is working even though it is not.
- eyes blinking is but one example implementation, and that other features indicating continued transmission between components of the system can be used in addition or instead to the eyes blinking, such as the character icon walking, jiggling, jumping or the like.
- Host monitoring application can also display a status tab 1124 on status page 1100 and any other pages displayed by host monitoring application, as illustrated in FIGS. 11 A and 11 B .
- Status tab can be part of a menu that includes a plurality of different selectable tabs associated with different display pages of the host monitoring application that, when selected, display the associated display page
- the tabs in FIGS. 11 A and 11 B additionally include a follower tab, 1126 , account tab 1128 and more tab 1130 .
- the status tab can always display an indication of the connection state of the system, such being displayed in green and with a check mark, as illustrated in FIG. 11 A , if the system is working, or in red and with an X, as illustrated in FIG. 11 B , if the system is not working.
- the status tab can be displayed regardless of the current page being displayed, thereby providing the user with an indication of the status of the system regardless of the page being displayed.
- host monitoring system 198 may be configured to periodically send messages to server 110 . If the server detects a lack of messages from the host monitoring system 198 for a predetermined amount of time, then the server can trigger a notification to be sent to the host monitoring system (such as receiver 102 , gateway 104 or host communication device 105 ) notifying the host of the lack of messages so that the host can check to determine if the host monitoring system is working, using for example status page 1100 .
- the host monitoring system such as receiver 102 , gateway 104 or host communication device 105
- Host monitoring application can also include various display pages that allow the user to view statuses of remote monitors 114 and configure permissions and settings associated with remote monitors.
- FIG. 14 illustrates an overview page 1400 in accordance with some implementations.
- Overview page can include a plurality of cells 1402 a - 1402 e , each cell associated with a remote monitor or potential remote monitor.
- Each cell can include a name 1410 a - 1410 e associated with the remote monitor for identification purposes.
- the cells 1402 a - 1402 e can also be displayed according to a status of the remote monitor. For example, cell 1402 a is grouped under a removed by remote monitor (referred to as a follower in FIG.
- FIG. 14 merely illustrates one cell per grouping for ease of explanation of the different groupings.
- FIG. 14 illustrates removal tabs 1408 a and 1408 b that remove the cell from the page when selected by a user.
- Arrow tabs 1416 c - 1416 e can be used to provide further information about the remote monitor associated with that cell. For example, selecting a selectable arrow 1416 can cause the host monitoring application to transition to settings display page that provides more detail about the associated remote monitor and the remote monitor's settings.
- Settings display page 1500 can include identification information, such as a name 1502 and email address 1504 associated with the remote monitor, permissions of the remote monitor and notification settings of the remote monitor.
- the permissions can include a trend graph permission 1504 tab that a user can use to toggle between allowing and denying permission to view the graph. If permitted, remote monitoring system 100 allows that remote monitor to view trend graph information of the host 199 and, if denied, then the remote monitor cannot view the trend graph information of the host. Notification settings allow the user of host monitoring application to view the current notification settings of the associated remote monitor.
- Display page 1500 can also allow a user of the host monitoring application to pause and cancel capabilities of remote monitor 114 A monitoring the host 199 .
- a pause/resume control button 1514 can selectably stop and re-start remote monitoring capabilities of the remote monitor, such as stopping and starting notifications being sent to the remote monitor and/or permission for the remote monitor to view sensor data of the host.
- Such a function can be useful in instances where a host does not always want a remote monitor to be monitoring the host.
- a specific example can include a baby sitter as a remote monitor. It may be desirable for the baby sitter to have remote monitoring capabilities when caring for a child being monitored by the host monitoring system, but stop the remote monitoring when the baby sitter is no longer caring for the child. This way, a new invitation need not be sent to the baby sitter each time the baby sitter cares for the child in order to selectively control monitoring by the baby sitter.
- remote monitoring system 100 sends a notification message to a remote monitor that has had its permissions or settings changed, or has been paused, resumed or canceled by the associated host system. This way, the remote monitor notified of the change and is not relying on the previous configuration.
- FIGS. 18 A and 18 B are two different implementations of dashboard page 1800 in accordance with some implementations.
- the dashboard 1800 can include a plurality of cells 1802 a - 1802 d , each associated with a different host.
- Each cell 1802 can include identifiers of the host, such as a default name of the host and a picture of the host 1804 a - 1804 d provided in the invitation.
- each cell lists a current status of the cell, such as a time 1812 a when the analyte value 1806 a currently displayed in the cell was measured, a statement 1812 b whether the host is using the remote monitoring system 100 , a statement 1812 c whether the hosts host monitoring system is working, or a statement 1812 d indicating that the remote monitor has been paused, for example.
- the cells 1802 can be grouped on page 1800 according to the status of the cell, such as removed 1814 by the host (referred to as Sharer in FIG. 18 B ), active 1818 (i.e., system is connected and providing data of the associated host to the remote monitor), disconnected 1824 (i.e. system is not connected, e.g., because receiver 102 is not in docking station 103 in the implementation of FIG. 2 B ) and not sharing 1826 (i.e. the host has paused the remote monitor). Further, cells within a group can be ordered by severity of the monitored condition or other criteria, as discussed elsewhere herein.
- cells 1802 that are in the active group 1818 can also include information about the health condition being monitored.
- the cell 1802 can display the most current analyte concentration value 1806 a that was provided to remote monitor and an trend arrow 1808 a indicating a rate of change of the measured analyte. Further information can also be provided in the cell, such as a time 1812 a associated with the measurement of the displayed analyte concentration or if data has not been received from the host monitoring system.
- User selection of a cell 1802 can also cause the remote monitor display to transition to another display page that provides additional information about the host associated with that cell.
- the remote monitor can transition to a trend graph display ( FIG. 19 ) associated with that host or a settings page ( FIG. 17 ) associated with that host (the arrow “>” can indicate if more information is available for the cell.
- users of the remote monitoring system 100 can interact with the system using voice-recognition.
- the interactions can include outputting a glucose value, inputting a calibration value, setting alarm criteria (e.g. changing an alarm profile, changing an alarm threshold, turning off or on a particular alarm, and acknowledging an alarm).
- alarm criteria e.g. changing an alarm profile, changing an alarm threshold, turning off or on a particular alarm, and acknowledging an alarm.
- a person using remote monitor 114 can query the monitor using a voice recognition application running on the monitor for a host's glucose value.
- a voice recognition application running on the monitor for a host's glucose value.
- a user could query the voice recognition application for a particular host's glucose value by pressing a button on the monitor 114 and speaking: “Tell me Joe's current glucose level.”
- the monitor can open the remote monitoring application to find the host named Joe that the monitor is monitoring and Joe's current glucose level.
- the remote monitoring system 100 can be configured to automatically provide voice feedback to a user.
- receiver 102 or host monitor 114 can be user-configured to automatically provide an audible alert to a user indicating a monitored analyte value and/or rate of change.
- the voice feedback can be configured so a user can specify whether voice feedback is enabled and, if enabled, under what conditions voice feedback will be provided.
- the conditions can include one or more of a time interval (e.g., every 5 minutes), or if a specified analyte measurement threshold (e.g., analyte value or rate of change value) is crossed.
- host monitoring system 198 can also enter a calibration value using voice recognition.
- a user can direct the host monitoring system 198 to enter a calibration value by pressing a button on a device of the host monitoring system 198 (e.g. a button 124 on receiver 102 ) and speak: “Enter calibration value of 108.”
- the host monitoring system 198 can then use the calibration value to calibrate the host monitoring system 198 as it would had a user inputted the value by hand, for example.
- trend graph 1914 can automatically modify the scale of the graph based on one or more criteria.
- the criteria can be a time of day (e.g. morning, lunch-time, bed-time, night), a current analyte value being monitored (e.g. a glucose concentration being monitored and displayed on trend graph 1914 ), a current rate of change of a measured analyte concentration being monitored, whether a particular alarm and/or threshold has been triggered, such as a hypoglycemia-related or hyperglycemia-related alarm, and the like.
- a time of day e.g. morning, lunch-time, bed-time, night
- a current analyte value being monitored e.g. a glucose concentration being monitored and displayed on trend graph 1914
- a current rate of change of a measured analyte concentration being monitored e.g. a glucose concentration being monitored and displayed on trend graph 1914
- a particular alarm and/or threshold e.g. a particular alarm and/or threshold has been triggered, such
- the display can also provide an indication that the scale has been modified.
- the indication can include one of more of the screen flashing, changing color and providing a textual reason for the rescaling (e.g., “hypoglycemia threshold exceeded”).
- trend graph 1914 can be used on any computing device described herein, including a host's monitoring device and a remote monitor's monitoring device. None herein should be construed as limiting the application of these features to a particular device or application.
- FIG. 17 is an implementation of a settings page 1700 displayed on remote monitoring device 114 that can allow the remote monitor to configure remote monitoring settings of a host.
- Settings page can include a picture field that displays a picture of the host 1506 and a name field that displays a name of the host, both of which can be modified by the remote monitor using the settings page 1700 .
- the picture and/or name are at least initially provided by a host during the invitation process described above, but the remote monitoring system allows a user of the remote monitor to later modify the picture and/or name.
- the settings page also includes settings for various alert/notification settings, such as an urgent low alert 1706 , low alert 1714 , high alert 1724 and not data alert 1736 . The function of each of these alerts is discussed elsewhere herein.
- the settings associated with each of these alerts can be modified, such as turning the alert on or off, changing the threshold value(s) associated with each alert and changing an alert alarm (e.g. sound, volume, vibration, or tones) associated with each alert.
- an alert alarm e.g. sound, volume, vibration, or tones
- receivers 102 need to be associated with a host 199 so that when glucose data is received by server 110 , the data can be associated with the host. Accordingly, remote monitoring system 100 can assign a receiver to a host. This can initially be done through the pairing process discussed above with respect to block 1016 of FIG. 10 . If a host receives a new receiver, to make a friendly user experience and prevent errors, the host monitoring application can see that a different serial number is being used, check with the server 110 to see if this is a new receiver or if this receiver is already owned by another host and asks the host via communication device 105 if this is their receiver and allows them to take ownership or it gives them an error telling them that it is already owned.
- an exemplary detection of a new receiver process can be as follows. First, the host communication device 105 if a new receiver is being used by validating with server if the receiver is owned by someone else (via comparison of receiver serial numbers to a database, for example). If the server determines that no one else owns the receiver, then the host monitoring application asks if the user if he or she wants to make that receiver theirs. If yes, then the receiver and the data from that receiver are associated with that host.
- FIG. 20 is a diagram illustrating an exemplary sequence of initial processing 2000 that can take place using remote monitoring system 100 .
- FIG. 20 is described with respect to the system architecture of FIG. 2 A , although it should be process 2000 can be modified to be used with other system architectures, including that of FIG. 2 B or 2 C , as would be apparent to one of ordinary skill in the art.
- connection logic can include triggering an application resident on a gateway 104 to begin connection establishment.
- the application may have been shut down or in a sleep or background mode of operation, and the connection logic allows the application to initiate a connection.
- connection logic can initiate radio connection procedures for an application running in the background of a mobile device running Apple's iOS operating system.
- Gateway 104 then requests 2004 and reads 2004 manufacturing data from receiver 102 , and subsequently checks with server 110 regarding the assignment status of the receiver 102 based on the data read at 2004 .
- the manufacturing data is a unique identifier associated with the receiver 102 , such as the receiver's serial number.
- gateway 104 requests and reads the latest analyte concentration value at 200 from receiver 102 at 2012 and 2014 , respectively.
- the gateway 104 also requests and reads the receiver system time at 2016 and 2018 , respectively, and requests and reads system UTC time from server 110 at 2020 and 2022 , respectively.
- Any offset (e.g. due to system drift) between the receiver time and the UTC time can be stored in RAM of the gateway 104 to offset analyte concentration timestamps when uploading data to server 110 .
- Gateway 104 then notifies server 110 of a remote monitoring session starting at 2024 , and requests and syncs past data with the server 110 to ensure no gaps in data. To this end, gateway 104 reads a predetermined number of past analyte concentration values (e.g. past 288 values) stored at the receiver 102 at 2026 and 2028 . The past analyte concentration value data are stored at gateway 104 but not yet uploaded to server 110 . Instead, gateway 104 requests that latest analyte concentration value data from server 110 at 2030 and 2032 . At 2034 , gateway 104 uploads to server 110 only analyte concentration value data not yet uploaded to the server 110 based on the latest analyte concentration value data read at 2030 and 2032 . Gateway 104 then marks all analyte concentration data stored locally as uploaded to the server.
- a predetermined number of past analyte concentration values e.g. past 288 values
- FIG. 21 is an exemplary diagram of steady state processing 2100 of remote monitoring system 100 .
- Steady state processing 2100 can follow initial processing 2000 described with respect to FIG. 20 .
- FIG. 21 is described with respect to the system architecture of FIG. 2 A , although it should be process 2000 can be modified to be used with other system architectures, including that of FIG. 2 B or 2 C , as would be apparent to one of ordinary skill in the art.
- gateway 104 each time a heartbeat message 2102 is transmitted by receiver 102 and received by gateway 104 , the gateway checks to see if it is time to request data from the receiver 102 .
- the gateway 104 uses the receiver 102 system time and the system time of the last analyte concentration to determine if it has been more than a pre-set amount of time, which may correspond to an analyte concentration collection time interval of host monitoring system 198 (e.g., 5 minutes) or other time (e.g., once every 4 seconds or once every minute). If past the pre-set time, gateway 104 performs processing to obtain getting the next analyte concentration value data from the receiver 102 as follows.
- the gateway 104 requests the latest analyte glucose value data and the current system time from the receiver 102 at 2104 and 2106 . If the analyte concentration value data is valid at decision block 2108 , the analyte concentration value data is saved locally at gateway 104 . Then, the analyte concentration value data is uploaded to the server 110 at 2110 and a heartbeat counter is reset at 2112 .
- a CheckSession call 2114 is made to the server 110 to keep the current log in session active.
- the CheckSession call is made to avoid login authentication for temporary outages of data from the receiver 102 .
- the secure server 110 may include a rule to automatically trigger a notification message or another communication mechanism (e.g., a phone call, short message service message, and the like) to a remote monitor 114 if data has not been received from host monitoring system 198 associated with the remote monitor for a predetermined amount of time.
- a notification message or another communication mechanism e.g., a phone call, short message service message, and the like.
- remote monitor 114 can allow a user to select from a plurality of pre-populated messages to send to host monitoring system.
- a user can select the notification, whereupon the remote monitor displays a list of pre-populated text messages that the user can select from to send to the host monitoring system.
- the messages can be selected by remote monitor to be relevant to the underlying cause that triggered the notification message. For instance, if the notification message was triggered by a low glucose level of the host, then the messages can be statements related to low glucose levels, such as “are you feeling okay?”, “should you drink some orange juice?”, and the like.
- Each message can be user selectable, and when selected, cause the remote monitor 114 to send the message to the host monitoring system for display on the host monitoring system, either directly from remote monitor to host system 198 or indirectly through the server 110 , for example.
- selection of the notification can automatically display a prompt to call the host, where user selection of the prompt causes the remote monitor 114 to dial the phone number associated with the host (e.g. a smartphone that is part of the host monitoring system 198 ).
- the alerts sent to the receiver 102 and/or the notification messages may include motivational concepts. For example, if the host-patient has minimized the rate of change in glycemic levels, the secure server may send an alert to the receiver 102 and/or a notification message to remote monitor 114 stating “Great job maintaining your therapy-keep it up!.” These motivational concepts may positively motivate the users to stay on the therapy program.
- secure server 110 may include one or more events mapped to motivational concepts, so that triggering an event causes sending a message including the motivation concept to the receiver 102 and/or a remote monitor 114 .
- the secure server 110 may use patterns, as noted above, to predict aspects of the patient-host's treatment. For example, a pattern may detect a glycemic change at a given time of day from a prior, established pattern, and then trigger a rule to send an alert to the receiver 102 and a notification to the receiver 114 stating, “Did you miss lunch?” These simple, non-technical query messages may evoke a better response from the host-patient to maintain a therapy, when compared to only providing measured data or statistics to a host-patient or remote monitor.
- secure server 110 may include one or more events mapped to simple messages, so that triggering an event causes sending a message including the simple message to the receiver 102 and/or a remote monitor 114 .
- the secure server 110 may also provide an audit trail.
- the secure server 110 may store information related to when notifications were pushed to the remote monitor 114 using, for example, notification service 112 , and when the remote monitor acknowledges the notification.
- the secure server 110 may also generate one or more reports to determine timelines and/or identify the effectiveness of remote monitors 114 (which can be used to select remote monitors and/or settings of system 100 , such as alert settings, to more effectively monitor host 199 ).
- analyte levels provided to remote monitors 114 may not be real-time. For example, while it may be desired to provide analyte values to remote monitors in real time, there may be a time delay between when the analyte value is measured by the analyte sensor system 8 and when the analyte level is provided to the remote monitor 114 and/or secure server 110 . The delay may be due to any of the sensor system 8 only transmitting values periodically to the receiver 102 , the receiver 102 transmitting only periodically values to gateway 104 , the gateway having difficulty connecting to secure server 110 , and secure server having difficulty connecting to remote monitor 114 , for example.
- a glucose value transmitted to the remote monitor 114 is displayed on the remote monitor with a time indicating the time to which the analyte value that triggered the notification corresponds (e.g., the analyte value that met or exceeded the threshold that triggered the notification).
- the time may be the time of day the analyte value was measured (e.g., 2:10 p.m. Pacific Standard Time), or may be a difference in time since the analyte value was measured (e.g., 2 minutes ago, 30 minutes ago, 4 hours ago, etc.).
- the secure server 110 may end up sending a notification to remote monitor 114 based on a time delayed analyte value.
- the notification can include a time associated with the alert that triggered the notification, such as “Mike's blood glucose went below 70 mg/dl at 2:10 P.S.T.” or “Mike's blood glucose went below 70 mg/dl 25 minutes ago.”
- the remote monitoring device 114 can automatically update any time associated with the notification until the notification is acknowledged.
- the remote monitoring system can use a universal time and then convert the universal time to the time zone of the remote monitor, in accordance with some implementations. That is, a time stamp of a sensor data value generated by host monitoring system 198 and provided to secure server 110 can be in Universal Standard time (UST) or Greenwich Mean Time (GMT) and provided to the remote monitor 114 in the same universal time, whereby the remote monitor converts the universal time to the time zone in which the remote monitor is located as indicated by the remote monitoring device.
- UST Universal Standard time
- GTT Greenwich Mean Time
- notifications sent to remote monitor 114 do not display a time.
- some implementations automatically open the remote monitoring application on the remote monitor 114 and display the user's monitored health information upon user acknowledgment of the notification.
- the host's monitored health information that is initially displayed upon opening the application can include indications of the host's current state, such as the most current analyte value and/or a trend graph showing the past three hours of the host's measured analyte level, such as the trend graph page illustrated in FIG. 19 .
- data may not be transmitted at times from the sensor system 8 to the secure server 110 .
- this may be due to an unintentional lost data transmission connection between one or more of sensor system 8 and receiver 102 , receiver 102 and gateway 104 , docking station 103 and host communication device 105 , or gateway 104 and secure server 110 , for example.
- the loss may be intentional, such as a user turning one or more of the components of the remote monitoring system 100 off, such as the receiver 102 or host communication device 105 .
- the secure server 110 can be configured to automatically send a notification indicating the loss of data transmission to one or more of the host monitoring system 198 and remote monitors 114 A- 114 M upon detection of such a loss.
- remote monitors 114 are not overly messaged.
- a host being monitored may be sleeping at night and get up to go to the kitchen for a drink of water. This can result in a loss of data transmission if the sensor system 8 is out of range from the receiver 102 resting on a nightstand of the host 199 , for example. Consequently, a delay associated with loss of data transmission errors can be implemented so that the server 110 initiates a loss of data notification only if data is not received after a predetermined amount of time or after a predetermined number of attempted connection attempts with host monitoring system 198 .
- the docking station 103 may be stationary.
- a host may only be able to transmit health readings when the host has the receiver 102 docked in the docking station and the host is in sufficient proximity to the receiver and docking station for data transmission.
- a host may want to remove his or her receiver 102 from the docking station 103 when the host leaves for work, for example. It may not be desirable to trigger a notification to remote monitors 114 when the host removes the receiver from the docking station 103 , as this may not be considered an important enough event.
- the remote monitoring system 100 can determine that the receiver was removed from the docking station 103 as opposed to, for some reason, the host monitoring system 198 not functioning correctly and not providing sensor data to the secure server. In one implementation, the remote monitoring system 100 determines that the receiver is not docked in the docking station 103 by monitoring transmissions from the docking station. For instance, transmissions from the docking station 103 that include information generated by the receiver 102 indicates that the receiver is docked and transmissions from the docking station 103 that do not include information generated by the receiver indicates that the receiver has been removed from the docking station.
- sensor data are transmitted from the personal computing device to a computing device in the form of eyewear and messages and information displayed on the eyewear for the user to view.
- a computing device in the form of eyewear and messages and information displayed on the eyewear for the user to view.
- eyewear is Google Glasses manufactured by Google, Inc.
- the user's eyewear interface can use a near-field radio link to receive data, either directly from sensor system 8 , or through an intermediary device, such as receiver 102 or gateway 104 .
- transmission of the data may be event-driven, for example, driven by the occurrence of a low or high glucose excursion, as discussed herein.
- circuitry may be affixed to a printed circuit board (PCB), or the like, and may take a variety of forms, as noted.
- PCB printed circuit board
- These various implementations may include implementation in one or more computer programs that are executable and/or interpretable on a programmable system including at least one programmable processor, which may be special or general purpose, coupled to receive data and instructions from, and to transmit data and instructions to, a storage system, at least one input device, and at least one output device.
- the subject matter described herein may be implemented on a computer having a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to the user and a keyboard and a pointing device (e.g., a mouse or a trackball) by which the user may provide input to the computer.
- a display device e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor
- a keyboard and a pointing device e.g., a mouse or a trackball
- Other kinds of devices may be used to provide for interaction with a user as well; for example, feedback provided to the user may be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user may be received in any form, including acoustic, speech, or tactile input.
- the subject matter described herein may be implemented in a computing system that includes a back-end component (e.g., as a data server), or that includes a middleware component (e.g., an application server), or that includes a front-end component (e.g., a client computer having a graphical user interface or a Web browser through which a user may interact with an implementation of the subject matter described herein), or any combination of such back-end, middleware, or front-end components.
- the components of the system may be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include a local area network (“LAN”), a wide area network (“WAN”), the public land mobile network, satellite networks, and the Internet.
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Abstract
Description
Claims (39)
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| US20210045698A1 (en) | 2021-02-18 |
| US9730621B2 (en) | 2017-08-15 |
| US20140188398A1 (en) | 2014-07-03 |
| US20170293732A1 (en) | 2017-10-12 |
| US20140187889A1 (en) | 2014-07-03 |
| US20250339108A1 (en) | 2025-11-06 |
| US9730620B2 (en) | 2017-08-15 |
| US10860687B2 (en) | 2020-12-08 |
| US20220192609A1 (en) | 2022-06-23 |
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